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To cite package 'stabs' in publications use:

Hofner B, Hothorn T (2021). stabs: Stability Selection with Error Control. R package version 0.6-4, https://CRAN.R-project.org/package=stabs.

Hofner B, Boccuto L, Göker M (2015). “Controlling false discoveries in high-dimensional situations: Boosting with stability selection.” BMC Bioinformatics, 16, 144. http://dx.doi.org/10.1186/s12859-015-0575-3.

To cite the stability selection for 'gamboostLSS' models use:

Thomas J, Mayr A, Bischl B, Schmid M, Smith A, Hofner B (2017). “Gradient boosting for distributional regression - faster tuning and improved variable selection via noncyclical updates.” Statistics and Computing. doi:10.1007/s11222-017-9754-6, Online First.

Use ‘toBibtex(citation("stabs"))’ to extract BibTeX references.

Corresponding BibTeX entries:

  @Manual{Hofner:pkg_stabs:2021,
    title = {{stabs}: Stability Selection with Error Control},
    author = {Benjamin Hofner and Torsten Hothorn},
    year = {2021},
    note = {{R} package version 0.6-4},
    url = {https://CRAN.R-project.org/package=stabs},
  }
  @Article{Hofner:StabSel:2015,
    title = {Controlling false discoveries in high-dimensional
      situations: Boosting with stability selection},
    author = {Benjamin Hofner and Luigi Boccuto and Markus G\"oker},
    journal = {{BMC Bioinformatics}},
    year = {2015},
    volume = {16},
    pages = {144},
    url = {http://dx.doi.org/10.1186/s12859-015-0575-3},
  }
  @Article{,
    title = {Gradient boosting for distributional regression - faster
      tuning and improved variable selection via noncyclical updates},
    author = {Janek Thomas and Andreas Mayr and Bernd Bischl and
      Matthias Schmid and Adam Smith and Benjamin Hofner},
    year = {2017},
    journal = {{Statistics and Computing}},
    note = {Online First},
    doi = {10.1007/s11222-017-9754-6},
  }

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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